An improved K-nearest-neighbor algorithm for text categorization

An improved K-nearest-neighbor algorithm for text categorization

Text categorization is a significant tool to manage and organize the surging text data. Many text categorization algorithms have been explored in previous literatures, such as KNN, Naive Bayes and Support Vector Machine. KNN text categorization is an effective but less efficient classification metho...

Saved in:

書目詳細資料
Main Authors:	JIANG, Shengyi, PANG, Guansong, WU, Meiling, KUANG, Limin
格式:	text
語言:	English
出版:	Institutional Knowledge at Singapore Management University 2012
主題:	Text categorization KNN text categorization One-pass clustering Spam filtering Databases and Information Systems Theory and Algorithms
在線閱讀:	https://ink.library.smu.edu.sg/sis_research/7542 https://ink.library.smu.edu.sg/context/sis_research/article/8545/viewcontent/1_s2.0_S0957417411011511_main.pdf
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!
機構:	Singapore Management University
語言:	English

相似書籍

A generalized cluster centroid based classifier for text categorization
由: PANG, Guansong, et al.
出版: (2012)

Supervised and traditional term weighting methods for automatic text categorization
由: Lan, M., et al.
出版: (2013)

A new term weighting method for text categorization
由: LAN MAN
出版: (2010)

The use of topic representativewords in text categorization
由: Kim, S.N., et al.
出版: (2013)

A refinement approach to handling model misfit in text categorization
由: Wu, H., et al.
出版: (2013)

Domain concept handling in automated text categorization
由: Liu, Y., et al.
出版: (2014)

A comprehensive comparative study on term weighting schemes for text categorization with support vector machines
由: Lan, M., et al.
出版: (2013)

On machine learning methods for Chinese document categorization
由: He, J., et al.
出版: (2013)

Probabilistic reasoning on background net: An application to text categorization
由: Lo, S.-L., et al.
出版: (2014)

Web page categorization without the web page
由: Kan, M.-Y.
出版: (2013)

Background net approach for text categorization based on contextual association as term co-occurrence
由: Lo, S.-L., et al.
出版: (2014)

Learning and reasoning on background net - its application to text categorization
由: Lo, S.-L., et al.
出版: (2014)

Learning and reasoning on background nets for text categorization with changing domain and personalized criteria
由: Lo, S.-L., et al.
出版: (2014)

Towards more accurate content categorization of API discussions
由: Zhou, Bo, et al.
出版: (2014)

Towards generic domain-specific information retrieval
由: ZHAO JIN
出版: (2013)

Large-Scale Text Categorization by Batch Mode Active Learning
由: HOI, Steven C. H., et al.
出版: (2006)

CenKNN: A scalable and effective text classifier
由: PANG, Guansong, et al.
出版: (2014)

Batch Mode Active Learning with Applications to Text Categorization and Image Retrieval
由: HOI, Steven C. H., et al.
出版: (2009)

Language-independent sentiment analysis using subjectivity and positional information
由: Raychev, V., et al.
出版: (2013)

A Maximal Figure-of-Merit Learning Approach to Text Categorization
由: Gao, S., et al.
出版: (2013)

A Maximal Figure-of-Merit (MFoM)-learning approach to robust classifier design for text categorization
由: Gao, S., et al.
出版: (2013)

The Diversity of Categoricity Without Delay
由: Kalimullin, I. S., et al.
出版: (2017)

Cross-linguistic categorization of throwing events: A behavioral approach
由: Wang, Haoshu, et al.
出版: (2017)

Dataset of comprehensive environmental sound categorization scheme of an urban city.
由: Kay Ann Tan, et al.
出版: (2023)

Beyond Bag-of-Words: combining generative and discriminative models for scene categorization
由: Li, Zhen, et al.
出版: (2016)

Analysing tweets on COVID-19 vaccine : A text mining approach
由: GOTTIPATI, Swetha, et al.
出版: (2022)

An efficient approach for scene categorization based on discriminative codebook learning in bag-of-words framework
由: Li, Zhen, et al.
出版: (2016)

Improving object color categorization with shapes
由: Zhang Y., et al.
出版: (2018)

Prompt tuning on Graph-Augmented Low-Resource text classification
由: WEN, Zhihao, et al.
出版: (2024)

Metric learning with feature decomposition for image categorization
由: Wang, M., et al.
出版: (2013)

Categorical skylines for streaming data
由: Sarkas, N., et al.
出版: (2013)

Bayesian online classifiers for text classification and filtering
由: Chai, K.M.A., et al.
出版: (2013)

FROM USER-GENERATED-CONTENT TO STRUCTURED KNOWLEDGE EXPLORING MULTI-ASPECT SENTENCE REPRESENTATION AND PROTOTYPE HIERARCHY BASED CATEGORIZATION FOR ORGANIZATION OF TEXT COLLECTIONS
由: MING ZHAOYAN
出版: (2011)

Pattern-oriented associative rule-based patent classification
由: He, C., et al.
出版: (2014)

ERkNN: Efficient Reverse k-Nearest Neighbors retrieval with local kNN-distance estimation
由: Xia, C., et al.
出版: (2013)

Competitive versus cooperative attitudes in crossed categorization effects: Testing the category dominance and equivalence models
由: Singh, R., et al.
出版: (2011)

Text analytics approach to extract course improvement suggestions from students’ feedback
由: GOTTIPATI, Swapna, et al.
出版: (2018)

Object color categorization in surveillance videos
由: Zhang Y., et al.
出版: (2018)

Active Semi-Supervised Defect Categorization
由: THUNG, Ferdian, et al.
出版: (2015)

Non-negotiable : why moral naturalism cannot do away with categorical reasons
由: Luco, Andrés Carlos
出版: (2021)